Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Unverified Claim
3,221 comments
18000 ? only 4 985 000 to go . giddy up!!!!!
18000 ? only 4 985 000 to go . giddy up!!!!!
Implies a specific unsubstantiated number of undocumented immigrants (4.985M) requiring deportation without evidence.
seankirby1312
Dec 24, 2025
Why are we doing this to Canda but lifting sanctions on Russian,selling golden visa s to what will be mostly Russian,allowfor the 1st time in histry TASS Russian state tv in the oval office and …
Why are we doing this to Canda but lifting sanctions on Russian,selling golden visa s to what will be mostly Russian,allowfor the 1st time in histry TASS Russian state tv in the oval office and our President having private conversations with Putin WTF is going on in America ??????
Makes specific factual claims about sanctions policy, visa sales, and media access without evidence, framed as alarming inconsistencies.
@scruffyguy5695
Mar 4, 2025
Did you see the clip with Keir Starmer and Donald Trump in the Oval Office Starmer gives Trump a letter from King Charles Trump opens it supposedly reading it then shows it to the camera …
Did you see the clip with Keir Starmer and Donald Trump in the Oval Office Starmer gives Trump a letter from King Charles Trump opens it supposedly reading it then shows it to the camera and then requests Starmer to read a section. What the hell why didn't Trump read it himself what reading is beneath him. The question here is can Donald Trump read I think not this is why he has never read any history books which leads me to my next question. How can an illierate man become the President of the United States? Mind boggling and this is why he dances at Maralago he is saying to himself I can't read and these fools made me President!!!
Makes unsubstantiated claims about Trump's literacy and election integrity without evidence, framed as rhetorical questions.
@RonBerry-p8r
Mar 4, 2025
The old stock Indians would likely welcome mass deportations of the rabble that flooded Brampton in the last 5 years.
The old stock Indians would likely welcome mass deportations of the rabble that flooded Brampton in the last 5 years.
Makes an unsubstantiated claim about what 'old stock Indians' would support regarding mass deportations without evidence.
ericyuan9718
Sep 19, 2025
We all know about the problem, but the only viable solution is illegal to even discuss.
We all know about the problem, but the only viable solution is illegal to even discuss.
Vague conspiratorial claim that a solution exists but is suppressed or illegal to discuss, implying censorship without substantive evidence.
squishyblanket
Jan 27, 2026
Russia was never our enemy. Its fukcing NATO
Russia was never our enemy. Its fukcing NATO
Asserts Russia was never America's enemy and blames NATO, presenting geopolitical claims without supporting evidence.
@Hellspawn1212
Mar 4, 2025
The human smuggler isn’t talking in Punjabi it’s actually hindi and haryanvi and they’re not Punjabi or Sikh they’re haryanvi
The human smuggler isn’t talking in Punjabi it’s actually hindi and haryanvi and they’re not Punjabi or Sikh they’re haryanvi
Makes specific factual assertions about language and ethnicity of individuals without supporting evidence.
Unverified Claim
0.70
Siddyboii
Jan 27, 2026
Tramp learns tnings from the best friend Putin?
Tramp learns tnings from the best friend Putin?
Makes an insinuating claim about Trump learning from Putin without evidence, presented with sarcastic tone.
@alinaashubaeva6852
Mar 4, 2025
Fentanyl is just nonsense. There is no reasoning or trying to use logic. The only thing Trump, Vance, and Musk are doing is grabbing power and money. That is the only truth.
Fentanyl is just nonsense. There is no reasoning or trying to use logic. The only thing Trump, Vance, and Musk are doing is grabbing power and money. That is the only truth.
Makes unsubstantiated claims about fentanyl being 'nonsense' and asserts without evidence that Trump/Vance/Musk's motives are purely power/money-seeking.
@PamWaker
Mar 4, 2025
Yet today Trudeau said that there was no illegal immigrants crossing from Canada to the United States dude is such a lying ass b****
Yet today Trudeau said that there was no illegal immigrants crossing from Canada to the United States dude is such a lying ass b****
Makes a specific factual claim about Trudeau's statement regarding illegal immigration without providing evidence, then adds a personal attack.
@jeremycanterohioprospecting
Mar 4, 2025
It’s almost like Trump is being influenced by something or someone who wants to destroy the west.
It’s almost like Trump is being influenced by something or someone who wants to destroy the west.
Presents an unsubstantiated conspiracy theory about Trump being influenced to destroy Western institutions.
@Dominomfer
Mar 4, 2025
Canada has 30 million people and each state has that population and ur trying to tell me USA doesn’t have more fentynal than Canada and we’re supplying them?.. lmfao
Canada has 30 million people and each state has that population and ur trying to tell me USA doesn’t have more fentynal than Canada and we’re supplying them?.. lmfao
Makes an unsubstantiated claim about fentanyl supply dynamics between Canada and the US, delivered with sarcastic tone.
@undergroundgettingheard8472
Mar 4, 2025
India is like Zionist Israel which wants to control all aspects of life
India is like Zionist Israel which wants to control all aspects of life
Makes a sweeping, unsubstantiated comparison between India and Israel using inflammatory language.
IvanCuex
Feb 23, 2026
13:59 - untrue
13:59 - untrue
Bare assertion that something is false without evidence or context, typical of misinformation claims.
Unverified Claim
0.70
drewp.wiener1205
Jan 27, 2026
Half of America is on Canada’s side.
Half of America is on Canada’s side.
Makes a specific factual assertion ('Half of America is on Canada's side') without evidence or source.
Unverified Claim
0.70
@jamesfanshawe6807
Mar 4, 2025
I form India You will not make this video about Pakistani Muslims because you are afraid of them.😂 -These people also live a little bit in the song and then they fall
I form India You will not make this video about Pakistani Muslims because you are afraid of them.😂 -These people also live a little bit in the song and then they fall
Makes unsubstantiated claims about filmmaker bias and includes incoherent, potentially inflammatory generalizations about religious groups.
StoryExpressHind
Feb 6, 2026
There is not men in Canada
There is not men in Canada
Makes a vague, unsubstantiated factual claim about the absence of men in Canada without evidence or context.
Unverified Claim
0.70
@luiscordero783
Mar 4, 2025
He is just lieing we don't need shit from canada
He is just lieing we don't need shit from canada
Makes an unsubstantiated factual claim ('we don't need shit from canada') presented without evidence.
@benshreve9683
Mar 4, 2025
Its donald trump and president elon musk causing this problems folks.
Its donald trump and president elon musk causing this problems folks.
Makes an unsubstantiated causal claim that Trump and Musk are causing Canada's immigration problems without evidence.
@billwilliams6316
Mar 4, 2025
Of course Trumps been played by Putin,is Putin calling in Trumps loans
Of course Trumps been played by Putin,is Putin calling in Trumps loans
Presents unsubstantiated conspiracy theory about Trump being manipulated by Putin and owing him money without evidence.
@rocarroll1533
Mar 4, 2025
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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Discourse Quality (Perspective API)